{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2156ddee",
   "metadata": {},
   "source": [
    "# Ambertools-OpenMM Protein-ligand complex MD Setup tutorial using Jupyter Notebook\n",
    "This notebook is wrritten by quantaosun@gmail.com in Shanghai, China, 2021. This notebook took PDB ID 7L10, the protease of SARS-CoV-2 with an inhibitor, as an example, relative work was firstly published on ACS Cent. Sci. 2021, 7, 3, 467–475, by William L. Jorgensen, Yale University.\n",
    "\n",
    "Ambertools (https://ambermd.org/AmberTools.php) and Openmm (https://openmm.org/) should be properly refer to if any simulation result would be used in any publications."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "85071ef7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting package metadata (current_repodata.json): done\n",
      "Solving environment: done\n",
      "\n",
      "## Package Plan ##\n",
      "\n",
      "  environment location: /Users/quantaosun/opt/anaconda3/envs/Ambertools-OpenMM-MD\n",
      "\n",
      "  added / updated specs:\n",
      "    - openmm\n",
      "\n",
      "\n",
      "The following packages will be downloaded:\n",
      "\n",
      "    package                    |            build\n",
      "    ---------------------------|-----------------\n",
      "    openmm-7.7.0               |py37hf0bdc88_0_khronos         9.6 MB  conda-forge\n",
      "    ------------------------------------------------------------\n",
      "                                           Total:         9.6 MB\n",
      "\n",
      "The following packages will be UPDATED:\n",
      "\n",
      "  openmm                       7.6.0-py37hf0bdc88_0_khronos --> 7.7.0-py37hf0bdc88_0_khronos\n",
      "\n",
      "\n",
      "\n",
      "Downloading and Extracting Packages\n",
      "openmm-7.7.0         | 9.6 MB    | ##################################### | 100% \n",
      "Preparing transaction: done\n",
      "Verifying transaction: done\n",
      "Executing transaction: done\n",
      "Collecting package metadata (current_repodata.json): done\n",
      "Solving environment: done\n",
      "\n",
      "## Package Plan ##\n",
      "\n",
      "  environment location: /Users/quantaosun/opt/anaconda3/envs/Ambertools-OpenMM-MD\n",
      "\n",
      "  added / updated specs:\n",
      "    - openmm-setup\n",
      "\n",
      "\n",
      "The following packages will be downloaded:\n",
      "\n",
      "    package                    |            build\n",
      "    ---------------------------|-----------------\n",
      "    openmm-setup-1.3           |     pyh6c4a22f_0         275 KB  conda-forge\n",
      "    ------------------------------------------------------------\n",
      "                                           Total:         275 KB\n",
      "\n",
      "The following packages will be UPDATED:\n",
      "\n",
      "  openmm-setup                             1.2-pyhd3deb0d_0 --> 1.3-pyh6c4a22f_0\n",
      "\n",
      "\n",
      "\n",
      "Downloading and Extracting Packages\n",
      "openmm-setup-1.3     | 275 KB    | ##################################### | 100% \n",
      "Preparing transaction: done\n",
      "Verifying transaction: done\n",
      "Executing transaction: done\n",
      "Collecting package metadata (current_repodata.json): done\n",
      "Solving environment: done\n",
      "\n",
      "# All requested packages already installed.\n",
      "\n",
      "Collecting package metadata (current_repodata.json): done\n",
      "Solving environment: done\n",
      "\n",
      "# All requested packages already installed.\n",
      "\n",
      "Requirement already satisfied: py3Dmol in /Users/quantaosun/opt/anaconda3/envs/Ambertools-OpenMM-MD/lib/python3.7/site-packages (1.7.0)\n"
     ]
    }
   ],
   "source": [
    "#install openmm\n",
    "!conda install -c conda-forge openmm -y\n",
    "# install openmm-setup for protein fix and simulation configuration\n",
    "!conda install -c conda-forge openmm-setup -y\n",
    "#install open babel\n",
    "!conda install -c openbabel openbabel -y\n",
    "# install Amber tools\n",
    "!conda install -c conda-forge ambertools=21 compilers -y \n",
    "#install visualization\n",
    "! pip install py3Dmol "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2d70a9e8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# conda environments:\n",
      "#\n",
      "base                     /Users/quantaosun/opt/anaconda3\n",
      "Ambertools-OpenMM-MD  *  /Users/quantaosun/opt/anaconda3/envs/Ambertools-OpenMM-MD\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!conda env list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "965bcdaf",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('/home/sqt/anaconda3/envs/Ambertools-OpenMM-MD/lib/python3.7/site-packages')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4aa960a3",
   "metadata": {},
   "source": [
    "# Download your PDB, if the command failed, just mannuly download and skip this."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "41750bad",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "cb8bf286",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "zsh:1: command not found: wget\r\n"
     ]
    }
   ],
   "source": [
    "PDB_ID = \"7L10\" #@param {type:\"string\"}\n",
    "pdb = PDB_ID + \".pdb\"\n",
    "wget https://files.rcsb.org/download/$pdb"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "744c6f2b",
   "metadata": {},
   "source": [
    "# Fix your protein with PDBfixer with OpenMM Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "458651e0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PDBFixer running: http://localhost:8000 \n",
      "Warning: importing 'simtk.openmm' is deprecated.  Import 'openmm' instead.\n",
      "^C\n",
      "Traceback (most recent call last):\n",
      "  File \"/Users/quantaosun/opt/anaconda3/envs/Ambertools-OpenMM-MD/bin/pdbfixer\", line 10, in <module>\n",
      "    sys.exit(main())\n",
      "  File \"/Users/quantaosun/opt/anaconda3/envs/Ambertools-OpenMM-MD/lib/python3.7/site-packages/pdbfixer/pdbfixer.py\", line 1212, in main\n",
      "    ui.launchUI()\n",
      "  File \"/Users/quantaosun/opt/anaconda3/envs/Ambertools-OpenMM-MD/lib/python3.7/site-packages/pdbfixer/ui.py\", line 282, in launchUI\n",
      "    time.sleep(0.5)\n",
      "KeyboardInterrupt\n"
     ]
    }
   ],
   "source": [
    "!pdbfixer\n",
    "#Click the square pause button to force quit after finished."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41d7fae7",
   "metadata": {},
   "source": [
    "# Rename processed pdb to \"output.pdb\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ed717745",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!mv 7L10-processed.pdb output.pdb"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6eea0905",
   "metadata": {},
   "source": [
    "# Go to H++, register and process the output.pdb structure, download top and crd. If you leave everything default, you don't need to change anything below. http://newbiophysics.cs.vt.edu/H++/uploadpdb.php"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "03f24598",
   "metadata": {},
   "source": [
    "file:///home/sqt/Pictures/Screenshot%20from%202021-12-03%2011-02-08.png![image-2.png](attachment:image-2.png)"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "ba83d6a1",
   "metadata": {},
   "source": [
    "file:///home/sqt/Pictures/Screenshot%20from%202021-12-03%2011-03-21.png![image.png](attachment:image.png)"
   ]
  },
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gBBgBRqCWEmDORi1tOKY2I8AIMAKMACNQWwjwv7aigwYN+tpVsvoYAUaAEWAEGIH/NAE9PT1s3bq1xhh8dWdDYrCurm6NGcwqZgQYAUaAEWAEGIGvS4BD6PZ1q2S1MQKMACPACDACjMB/iQDL2fgvtTazlRFgBBgBRoARqAECzNmoAeisSkaAEWAEGAFG4L9EgDkb/6XWZrYyAowAI8AIMAI1QIA5GzUAnVXJCDACjAAjwAj8lwgwZ+O/1NrMVkaAEWAEGAFGoAYIMGejBqCzKhkBRoARYAQYgf8SAeZs/Jdam9nKCDACjAAjwAjUAAHmbNQAdFYlI8AIMAKMACPwXyLAnI3/UmszWxkBRoARYAQYgRog8O93NjJuYd7gn/FK+IXpigOxbdT3uJT633kha/6DBXC2HoFjCf8Qm7PPYUrDMTiaSPVJP4/xtnaYcT3nCzW8CD4beqLjqmf40l3rCxlQgVhq2/p2sOy2A0HiCg5juxgBRoARqCSBr+9siHzxs6s8FNR1oaujA11DSzR0n40jbwsHhdzTI6AupwItXR1o65rCofMEbL4bC5HUIBL3J7oqKkLL2BQmxkYwtnBGzx8OwzdblsVihOz/BS+aDEADugrMe9m0bl19mNq3xqjf7iK+6IJKkvBkxyR0a2QFHU0D2LXoj7lH/JBVJLqk7hL99Ezg0G0mDnhnAFxL9G4ZhN92+RfrKkujD8rEQdg1YhT2hVX3FV2IF2vdMf1M2kdV+JwD+PWHYsWayXDT5HyOmOo7V5yBmKAopEk6i0oTjFuzBt+6yFcoP+/GfHRefAf5FR4laydBblI4QhNy8CVdLZJ0ApP7rofXF/VoSvcXHix7zceaOV1h/IWvEFWx79PbSlb7sTJGgBH4mgS+8KWkPFNUMOBABOITEhAffA/rHO9jyqhN8JV6FHynhbgfk4DEyBfYN1yMPX07Y/7d9PfCBG3wi2cYIiKjEPJ4PexvTsKkXSEoM2SL3uLwEaDfYGvwpGcXyo5HfHwUvI+PRt7WwZh9TjIo5+PN+r7ouT4RPTbewLvw1zg5vz6ezuyE0f+LKiFbqnt8oX47W77E7FGSwYAL434DoX7ir8pHUUSxePs8EAl55XH61HIRIn2eIiS5yEX7VDkVn8dRd4D7wBYwLIJb8eFffm9Jn4ejiyb9+8BFqyJHiCA91BuvI9K/qMPwOYaLEwLx0j8GMn3pzxH8wbll+4uiTWcMbm+Jil21z1eg8vb989vq82kwCYzAv5dADTkbJYAqGKPN0O4wC3iNgNJ3b3K6aDRqOw5M42HX6iOIknELKdBvhd5tdBAbEVvG2RBH38At0hYdDGWZyYNG/SEY0DQbvj5REKVfxC/rwtBv+x5MbWUBDRUd2Lsvw6FVTri+Yhs8S+smMUGgh6aDe8A69C2C6LjO0WqH9mq3cU3y5YNNiOATM9C+nhUsrezQbOhveBB3H0taDcDOgGdY1cocFi2X46kwFx7DLDDm7ytY2dMOeq4r4HlrJmwaLMAzaf2iNyvR2GQ8rkgdlPwIeuwgV1gZaEG/bjcsvhqMs1OdMfZYPK7NagBTq57YFpgHn1WuMP7uMgpPI4jZ2Rnq/Q6DxmSon3Ub0+v0we83NmOwkwFspt9CPknB8+1j0NLOHGbWzui74ibiSnlzH+hSIMMdGy9vwehWttDVNkebuZcQW7rNJMfZdsCCXQvQt7EF9PTroMMsD4QUKCbRqxuc5p6Cx2waxtfpgp200fPCzmFhTydYm1nArvVEHCwOYwkRdWUZejsYQdeoHjrNvoCoIu6SeqwdsOiFFBxJw6u9U9DB3hg62mZoMvpP3NgzAs1mX0PcsW9hbWqNb/6XRDUQIe72Ggx2tYW5uS2ajNiCZ9KpMZLhjd3j3WCtrwcL12HY8UqWCyCxoSvqjvoNG8a1hb2hLkwbDsH6xymFDo1M1sl4tn0sWtkaQc/EHh2n/wUf2jAin01w77wazwJ+Ry9LM9SbcYW2nwgxtyT6WcFA3xxOvRbiTHBuodUfaYOstyewZFg7OFkbQNfYBcO2v0QmjdudL9NfhB/2j8+os/hnQGJxdWkPOFpZwtK2IXovvozw12Xty03xxL7Z/dGyvjn09MzRfPzfCMgTI+pgFdqKpOPp73Ox/GxYmWvCBz9L9oURYAS+HgHJqq9fdRP6kNWNtcjwUzmF1eZEkCuzGxPddltIoIiQnFPDiVbj1cRH+F6r/CfziJ3OKHKWniKO3UW6qHYhu2LFRJyXRsIf7yRD6tYj39/OLGNG7sWxxG7sBSKtqZRsEUnx3kn6m1qQSdcySd79WcTGdBK5lvuhGHHSfuKu5kY2BFHlSuueF01uLmhG9NpsJO/obkLyyK1p9ciw41kfCsm5RMYZNyJLPbOpAWnE785TEik5PucM+Ua3Ofk1oOBkSQE5MUSV6NTtT5ZfDSaJGdkk584MYl1/PnmaX3iE8PUK0sj4O3JZomfOE7LISYc0mXuZROSISLrfNXIrgO4QJ5A93dRIz31JUrlC8mZlY2I07hIpNE9Mon/vRNT6/k3SJUfk3SLTLHSIRecfyMm3CSQ9K5dE/dWfWDRfSO4miIg44xX5pb09GXs+VSpPhi4SGeZKxKznGnI9NJ2kv1lH2mo2JWv8SjRkUV3mKsR+5J/kWXwuyYk4T6bU1ybddkUQWlOBXup6TmTElockIjmT5FAbFzrbkMH7A0g2EZKo02NJ/VbryFsqVuj3G3HTdiRTz4aS7Pw04ntkDLFTLuwbBTZZNSALn0vAiUjUof7E0KI/+eNVKhHSdntw5SlJEAvJ2zVNif6356RcqMy3G0lbiy5k/cs0IhYnkbtzXYnzj49JjjiFXBhnToy6byTPk/NJTvQdsrKDHrGaeZe2esmt0AZF/XZkyfkgkp6XSl5u7Er0684i92jzy2Idsa83Mag7hhwLyiLC9NdkVz8zYj76DEkS08Pv/0Dq2M0hj4ra33cdcdNtRGZfjSa5+Ynk0Zr2xKD+HHJf0uU+0gY5r/5Htp30Jom5YpLptZrK6UJ2RtC+V6a/fNg/hJ9RZxGZ/KfzSQPbyeRaGi3JDiH3HgYVcCttH0l7QPbvuEz8U/KJKPk2+cHBgAz3SKFHVqGtRCHkz14WxGHuneLf/gdNxL4wAozAVycg65b/K3g6GTg5zgamJiYwqdMei0PdsX//RFiVow1XUweauSlIkd7AIf8elrjVQ70GTmjSeSZumw5CDxu5MnrnJCRBTke7eApFcoDQay3aW9B8DxNzuAw7Br2lHljTXgnipESkatA8jFI6cJR1oKOYgoTkott6qe6mhtDSqIeJr9ph595JsC44j0vzOFSRFC+9iy3SiKsBbbUYPDx/H6HZKqjbqjGMyrGVxkeg138+fuxoAS1lBSqx/C3v3l7sS+qHFUs7w1ieC5W6HdBGBofyJZTco4hOs5ajTx1tqMjH4eSe+3CbOx9uFAhH2QGjh1ni1oXnFec28KwwYtkPaG+mQnXpgvaW4XgXUjrKQ+vkWaDfjFFopCMHeeOu+H50Hdw7eRXJ0iiIqO5orJjcDMYaSuDc34dDcmOwdLgNFGhLGnYbjc7xl3E9Vgjfo3/Bt90CrOhhBgW+Kux6dEI9mptTZhNHwmPXZdjM/A1jHdXAExigeafG0C4zwyLE67/3I7LvIkx1UgWHo4nmo/tB8dol+Kddw4GT6hi3agoaavAhb9Ac3ZsblNs+ghbfYU53S6gI1OA0fhq6p57FqZdFmSElWcfi5L7rNGqxAv0tFcFTqY/Ry7+D9sk9uJBSOiwkhDfVz6/dPCzqaAA5vhaazlyKQdmHsPeO9MdRQRvIOw7G5D4NoJ4XhaBkTZiq+MErQEb7fADw8+osEsVR1YZG+gtcvOGPNDlztGxmCUGZhqIFqs0xcmJn2CpnIiwkH7omYvh4h8nIg6qgrYg5xp4OhtfaVl98GkiWCayMEWAEyhKQdWkue1S1l6ig75/v8Ffvys0IixPjkaSgCU0Fqogkj1TghuX3LmKcHh0tRMl4vmkYevf6GRceLYZjsUU0IC4Sg8v9cLjmO87DjUfzYV8qzyBfUwtqKYlIKp34kZWIxGx1OGgUyZHq3u0NljbrAa/B02iI+72jw6P1iUSigpB58VgmaIplZ7dj7fzZaGZF0GbWZmye0xp6MrlyoaOn84GDJPMwWpgVGYFU07awlnD53I2rDj1dqR3iKIRGpuPagjZwXVVkBYcmDX68vTjFRtMkYDkh8vNLD5ilFeVCizqESEtGGj1Uke7m6uhBR4o7KyIcsf4XMbyZx3smmk5oTISIDIuBno0VVMo4DaXqEEcjLFoZtnUMy3UOCs8QU5nhiLk2GS3uvreVZzEKnIRwROZZoIfVJ/xkBNrQUU9HUpHz8AHraIRT3SwsdYr7C8/cGuais4gozlwusodOJ9DpQl0rCygXFQnMYW2SjktRGcV5J+W1gTjuFtZ9vxxnU+n0RHMjmgeSg5ycj7XP59VZpCav7gwcOUSwYFFH2Mx1wvj127CMOolltvxQnFs+C7/eFcOuZVMo5XGRky0rCbf8tvqnpBCVsY0VMAL/YQKfcOX82rTy8PrCFcS5TkMjWbdCPE00HNYH9X46ixd0tHIsTgjkQElLAznJKZWatxU4tEKzvLk48ygb7VtLhjzJRhB3/hQeGrlhoVmpGIOcC2Ys6UTzC37G7b6b0U5FcrwYyUnpULfSKDOoKVj3wtKj7vjB/3+Y2nMw5tgFYH8XTsEAQ+NZ0vpk/OELwM/PozkU0n1icbE9ivr6UIkMQijNdyjjcFDBklOKnB6+gI/8vLziAYlOQsmoTFrE1YOhngLcplzHscHq5R9XLXtoPktACARGJgUORmYpmYoGBtAyc8Gehz/B+YPeKsQTLTUkRcUU5KFU2JEl9uhm4llwPGVn/GHb0JFZgr8QLxf6hrS+Hutxd0dHGkl5v5GkA9DgxCAymkYC1Ko2nJH0QATGGcDRSMZ5XH0Y62fBM1SSL2JQ0B9E4SEI5xqgrwRIYqEOhV2ECwMjXSQEhVNHwRWqkl3CcIREKsPIUOW9c1uKYcFXmoNzcuZwnHW5getz6kJO8mTV6b0ILDq2VH95L+Iz6vxADz6M2s/GvgdTEXZxPvqMnARLr3MYKXUUC+0TI3zPeEzyGoJH10fDmJePe9/vxpViHSvXVrLMZ2WMACNQswQqitLXrGaS2vMT8fLgVIzaRjB+wSAYyLqDzYvBnd8P4aV1E7iofXgA364+dN/5IqaCcbXYSLUemD1dB/+bMRsngyV3UiKkeu7E5CXP0GbRFDQuM5pxoOW+GD8YHsaiHX6F71ogqXjrr4j69h+GGkjibezb/xjxQg5ULJvC2YhAKIlec3WgrxWNd0E00ZBebWW5HDxTSxjH3scN3yzkJTzGlqV74S+NfMu7DcdAuSP46Zf7SBDSRzHDb+L0/TgQjgpNrlNAeEAgHYipXMKDAU0wFD+7gUep+Uh5vR8LNz8u//0QXDP0G9kU91YvwNkwyVAuRpq/N4KLnwH+zK4hjsOjy08QR3XO9NmN5ftS4T68Iwr8tVKbvNs3GJy/Gwu2vEBBnmZeNLx9JcnAfDj06AKV8xuw9UUaxMJEPNn9Nx7LerKH2tN7eHO82jAfRwKyQUQp8DpzCT65NKpCo0h5we8QLZJw4sNp6HAYnlyGVXfiCkL3okQf+rSKEByNtujRLAB7fj2LcJqwmBV0DnvPh8oI7xcaIPS9jksBWSDCWFxfuQ636g7BwPqynA1TOvC2xqvNP+FcBG2tbH8c+ukPxLh/i+70kWKujj60E98hkEZFiJgHxyEjYH3tF6y5kwChOA2e21bif4KhGNn6I1EnkonY2ByoaqrQCFEeIq8fwoWiROYy/aVkI/A/vc4SYjKeHcbuGxG0ZgWYuDSChZwIFHkp+0RIjo6jzpwmlLgEWe/O4PDNOKlzXfm2gjRB9KczoZW60Sjd59h3RoARqH4C/0hnQ+j1M1ob60PPyBHD9okx2uMyVrUswQu2AAAgAElEQVQsMRTl38F8mo1vaWEBi7ptMPtVS/x+dB6cSjkEPMvWaJF6D/fLzH3LAikH5x9P4ciILGzsZEYHaz3UGX4apssv4cBw0zKRigIJPFt8t3wYEjYswfE4euXMfIi7Uc3Qxu5DRQgdnOJvzkfHBnVh59AbZxw246ee1B5BY4yb1xwPx9jDpskcXJfxcAPXeAgWT1fCrrZGMGv3K4ST5qBz0bii3BZrzm1D4/vj4WxiRHMW1uFeXCZ1IuTRbupcmB7rTacOOuLn50Ko9ZiHhTYX0N/ciD6BEYT+Pw6GriznrcAwLszGHsTp8dn4pZMNzK3rofWUP/BUcldfHRsd3OSDNqOXnTFseuyF5qJT2OSuKfvOXKkVVlEbnW+OgYu5Feq40ByVC4FIp7gVW63AsZVm8OhXByb23fFbanOaLyJjQKf2WI4/hFMTRdjYxQqGFk0w6UQA0qnzpN1rFqZwNqKlVX0M2PkOnAaz4fF3DwTMbgkrS1s06DIPR14nQEwdlrF/HkS/yAVoamaJZhOuw7ZTI5TNFCoExFXNxs1pzWBu2hDT/briwNFZqCdLNQnrMftxekIWVre1hKGtO/ZqLcX57X0Kckp41sMwZ0AE5jtb0dyPY0ipPxsn/u6JtzNdYWbUAN9cccTWc6vRWukjDcM1wqAfJyB7tSt9uqkNJl21QufmRRG8sv2lpDQ+ZfJJdRYLIcgXp+L5L73hVMcO9drvgOqytRhhxCll30noj14Id//paGDrjC4LvODcxUWa28GpfFvR9+V4XTwOjwdh5TvUH8HFdjMCjED1EuBIUlKrV+Q/SZoQXsvbY5n5MZwYpS97MJOlbv4brOvQCcca78Ch5e6wUamMT0aQ7DEK7k+n4ObPTWUnv8mq679WJnk8024a1I69wMqGZcJF/wIakkdfu6Du5dGI8hj6PrfiX2AZM4ERYAQYgU8lUJlR9FNl/wPOo6H2CZOgcHBn1d7AKKiPH055YGQ6fQ+AnSGdx3fEDzeLHoUpxyz6uvL9+7IxdoorczTKQfS++F/s35aw/b9h5Ucbmx3ACDACjEDFeXX/Bj4c/cH483QuFKt4E83RaoYpu25gSmUhcG0w8fB+CJT/5f5bZXmw4xgBRoARYAQYASmBf/k0CmtnRoARYAQYAUaAEahpAuw2vKZbgNXPCDACjAAjwAj8ywkwZ+Nf3sDMPEaAEWAEGAFGoKYJMGejpluA1c8IMAKMACPACPzLCTBn41/ewMw8RoARYAQYAUagpgkwZ6OmW4DVX4sI0PfK+ixD8KW7Mt/2+nmGiJBzrSf8LzwrlB23DYG/LEJGNb1H7fN0Y2czAowAI/B5BGrE2SAx+xC6tg68fqyLt38dQq5QlhFi5AdsR8SuJng1rTXiEku8c1x4EsHT5fBiuio8Cz56CHn5kfdgSF5AHrQeQWsc4bPcAb5bFyMttUimEHmes+C/1Bxei1wRfOtlJV5zXIF+9L2FVZcni8H7MvJyBF6u/hk5JV+9nrQV/jP6I6nIdPq69KzbY+C32AgvZ1nA768DyCnz+m46qF1ohBeTlaXsVPFy7ZoP5VasSpX3Er/5CDh9p3oG6MwTCNuxHtk1NAiLEx4gJTii0BYShITdo5BYZvW+KiOiJxCIM8ORlyFZaZBuwmTkJdJXdbOXdXwKTHYOI8AI/MMIVPHtE9WgvfAxonaugLjHLTi40IXLdrdF4MX6sHd3LvWGT7pImbwZlB3dkOH19MOKc1IgkhsC6zUHoF5ZC0SPEL3/L8h/+5C+hpqHnKvd8e7sNdQf0Rmc2M0IPuIHrZlvoat8C2HrBiLC4CXM7IrX1pRheAX6fZI8GVVUqUiMvPvDEPjIEeY/hEBNNRmZvu/AK8NHDFFWFpR6ecKua50q1fBpB1MnL8kb2clun3Z66bMyApEVS18fXrq8Jr6LY5ETFgiBTGe5JhRidTICjAAj8M8k8NUjGyTsBFLEA6DnYgoOzxya7XpD7HlCxp0qB3yzntBs1AJypbWUOBvKeuCXu7aHDNiiWORnmUFBX7KIhALkbZuCm0QX0iIi5L46gVz7qdA2oAuoqXaCXjNNpDx7+JE78fL0+0R5otsIX9QBkXcXIHCVBV7NrgP/ox7Iq+xAJvZF4p0AaPRZAjUNumIHTx/KDVpCUJqdJMKTlQG+Gl3WvUqbCPlv1yBotRXVzRw+2xYiJUEaUpFEmr4vEX2S2LLQgS7XTlerfTQCfseuIf/5t/CeZ43gp0lA1Er4rp6G+PPD4LdIH68WtEDo/TeFDgSJRcImdQQ+Tpdql4uUXZp4ez0UiN6EgI2rkRX3O94tMMObI1dKtRE99k8LhDy5guitdni1egWyxSII/SV628J7vi18d29BVnZhuIBE7kHI2rrwXmCNN+vGIiFCsiBeBfWX5CV6gKhfByA+9hmifzWH99rlyCodbanITomsXG8kHHSD92w9eK8ehnhJ/R9sici4QvkVMGqJ0Ac+/wwnq0r9hh3MCDACjIBkxa2vvInj/JCvaw8Fac0cPXvIJ/mVM5UiWzmSnQxRzl1Eb2sNvw0DEH77EegCohVvgnbQaRyEmANbkJGaiMznjyDfuAt1WOi0QnQw5AxtpTB4kDewhjju7cdlyqzxM+SJniDlnTUMZ/jDcdFGKPiMR+ijSJm1lCnMfYWsREcoiPbQaYYO8N86HrFvY8ocRuPz1NlIQ86j8fBf2wYB+5YjJa70ICfjtJiNCPrjOOT6PoDjWk+6ONsjhNKpqMwy0zQlz+VC0OwAbLs4g99oHxzWBsLSVavwgKizSJOfCOulEag/phOyj49B3McWejOcAZtx4yCnOxE2q8NQfzCNSpVWlS7ClXruD6DDJTT4YQ4U47ciaN8tKI98AYfVT2CqcRAhl57SFV6TkXxmHvKaXkGD1f6wG/wtlDU/XK23tOgPvvNawGj279BQbgjDOaFwmLcESrIWWivPTjrllXrUHVEpA2G9PAoNpkyDXF7qh85T5nNky02QMuqI7GOjP86oQqXZTkaAEWAEaobAV3Y26Lx0Lh3Y5NXALRolFOj/yII4/2PewntAHJ1+MOy3EqbjLsBmUB+IrvdByMPwiglyVKHg0AmCpCMIW22BgDeNoE+jKwVz5XnZ4CqUWFVWol9e5ifOl3+GPK4FNDqMgpKKHF3SvCv0W9ZBhufVYqeHhC2BzzRFvJgi/SyehfSiyEduKkR5NxH/Qgk6w47DsqMOkvdMRGJK6QkHOSi32QLjfltgM/0gDHRuIHT7so84DUJkP9mPnLrzYGhvQCNSWlDuuBRa+YeQEPCxXJlymkW5M3TbtoZAIADfegZ0rX2R4h1UzsFVKaYRp4bzYWBvAZ48v0DvPOdF0DNRBTiaUGnZD1zfS8ihy8nzlBWR+/YcslKF4Jm2gqJyGdelKhXLPrY8O/OuIdFTHTp9pkBJiQ+OenOoW1G2JaUUnNvqQ0ZegbLrYaWMACPACPyDCXxlZ4NDB3U6jZGb9n4gz0mDiKMMrqAKF3pFZ2g27QR5JRXwjYfBqLUt0j1voXQU+wPuMTQv4zQXRj/cR73lT2FueQVBew8gj9BlruUUIc7JeH94TirEcirvHaIqNWB1yeOCr0KnOnKSi0PnHLPlqLclGw23ST8r1kO1KCeDOkg8fmsY9B8NJXVNCOp+Dx3ju0gNkiYcFtvAh5z9SGhaGIGraAbVLj9CI+sMUiIrmq+h+SDJseDrWrwPhdEpMHnNdOSlluBWJU4lDqZLzvNVFCHKLHVn/0nyKDdVHemgTfVOCkf+i8nwo0ur+0o+e07QdeW16H5VqA+6AGOdSwhZYQ2/AzuLp1c+qdrKnFTSzgyql9ACCjplkmpkSyo6l0alKu+WyxbFShkBRoAR+NoEvrKzQedt9OwgiPctfvqBxPkiT8sOCpW85soERP0UDrciU+iTI37nkGfZE8ryVIK8HbQGLYRKwDGkZ9FpEyMr5EX7Swd1mnMRE0hTHupWLSekWDF+NckTIjc2hN7xmlROD7n6UNR6h+y4IqdBAoV+PjYySY4Bjf9XhI/uFKjrQpgY/l6cKBy5KcqQU5dEhASUfx7ExXNZhE5TlGipgjoq2Eg0chOyINA0pE6ARBZVW1Q0P0NllTz1I6I+rEWitwH4Dutht+Ap7KUfuwlTC6fxFBpAq/9Z1F9+DloZKxF0TpKn85H6P6iAJgkXfP8YZOlJJe1U0AKPE0OdtQpd5Pe1kRjKKBsCLQkjtjECjAAjULsIVDjEfAlTOKYDoME7gbhXUQAdsJJvnQHPpT8UJPPdiWcQfYLeYZa+GS+pCIlH6skJNB8hquASTxJPI/qOP1Sc2kmGzHI2Lni6ViD+HkhPl1zcxRAG3UW2ojnk5Kiz4dQf8n7bkRhHB7iM64h7nAL1Rs0/8aLO/XR5JA6Zb55AKKJTMdG7Ef0wFRpNO1bsBxRZzHOAVlN1JF86jDxqIok9hKToNtCwUaRpGj5IOrmQfs8DidyK0GN/IyebTq+QFGRd+xUpSj2gYVyRt8eHousIyPv+guiABOpIpCHr1kok84ZC25Z6b1wzyGu8Q/rbMJC8SKSdX4Hk9KIBmLKnkQaS8A75kuc4i4pzXyLNnzovJBd5L5bRXIQ20HI0pA6SKuR0NJDld5tyyECu5zzE+OQXtytHRR/8jHfIzZLIop8StpVtfInewyHwXEb1jivcneFDn4yhDhmJQNq9I8iWcFCqCxUjHdotaPnH6pc4taL8QjM4OuArRyMnXpJYWtAbIfRbh4irt97n+5Rnp1JbOm0SgIQrZ2kSsBji+HNI9A790G2heThp7yJpWR7yXv5EGbUuZFTWUFbCCDACjMA/mkBFI8yXUZzvCqPxixC2vx28j3EgV38FrLo6FQzsJPEukp4HQNDuOyjxbyJ8xTdIop6HKDcTqauNEaM3GTazF0LZyREppzrC+89EEIEF1Np5wKK5UYX6cuuthVXCHERudEaEZPhWbAS9736DqoCepjcNloPDEbK9LmJEOlDpcAzmdpKnVirYhNfL0W8xlD5FXkFVdOomYTPeLR2AXLEZ1LufgqmjZgVKlNzFg0LHozA98x3eLV8JMc8amsN2QUudks18i7TnxwDL2dCq3xXqgnkIXjkHebk0v8F0CMwmLYPyR3oCx3g2rMcJEXbEFd4pIvDM6HlTl4Oml9CtAXTchyL174Z4dd4GGj2XQd9ykXRai9bhNAu6D+j7PxbuhHLXM7C2pafwlSF8MgJv9r2FWLUV9CbuhY6WxPflQqX9cqj+MQmvZytDsdkqGLjdQXyRqbrDYNDoGMJWWCGmwVrU6Sd4b5th2TYr1Jsg/FhLeNMZH66yHTT77IKiKnUYkjwQ+ssSCMV0ek+7P8xGudF+WFH9dIrMogOUTi9FpM9gmNVrDN2uzRG43x6vNej32WsgCDmFZG8xtNu3RQHScu00g843B5H31xz4/TiDTgf2go59I9B85febXgNwn46Az15fiFSkjDS/+v1BCYXYv4wAI8AIfBoBtsT8p3Gr/rMkj4sumQbuhBcwNvvIyF/9tX9diZJHQjeFw3jVTqj9m039r9j5dXsPq40RYARqIYF/0aVeiKyrQxH5OqXMDDrHaCIsBvVHVXJQJY+IVq88GqX3W4qgiw/KviuB3xyG4zrQ7lPJuf8v0dHE/vSdD9ORlFQ6h4AHOddNsHCrW8211qCt1WxJxeL+K3ZWTIHtZQQYgf82ga/ubDyf8GXS2xrtJFDqdAy2ncpv0KrWLZFZ3fJs7MrRj0Y2UqS7qqpnORKrVCyxVWfUJdDMBZlbderUaOmK4jqqU65MxWuw8EvZKWkrtjECjAAjUJsIsGmU2tRaTFdGgBFgBBgBRqAWEmDZZrWw0ZjKjAAjwAgwAoxAbSLAnI3a1FpMV0aAEWAEGAFGoBYSYM5GLWw0pjIjwAgwAowAI1CbCDBnoza1FtOVEWAEGAFGgBGohQRqsbNBEP+/b+Ey+Sxdxq2aN/qW0uMTRmJXKH3N+YMFcLYegWMJ1fsEgDjsGGaP24GXkreLp5/HeFs7zLhe0atTRfBZ3w6W3XYgqPTaatVhvugN/pw4E4eCSj/6Wh3Cy8rIuPIDRmwJqHg9m7KnfZmSr2y7TCPEUTjQ3wrNVr6gD10TpFxZhuFr76KiHiFTDitkBBgBRuAfSKDGnA2Rzyq4yiuj446Isu+dqCQoUWoUgmIyPvn88qoRem3HlsQOcDeji3rVH4oVaybDTbN6H9kl6W9x65In4iSOg0oTjFuzBt+6SBZuKW/jwbLXfKyZ0xXGklYTB2HXiFHYF1ZNnoc4AV5Xr8M3pXqdqiJrSNIJTO67Hl7SpVtUWvWG3tG1uJhWyt78R5jvoAFVVVWo0oVseDw5KEn+V9WA00L6Kvfy8HxO+Re2vaRquadH0BeZyUO5wKbCj3a33xEOPbSfsQZL+tcpeO1+TvADnHsc8en2Uoc5/Zw7fBaYwHt5H8QEJMkmlO+L5PMTELBYHa8OXi7xphcRci40wovJyvCcrlrwebl2TfGaRrKFSUqzkH1vDN4ud4TPT87w/98x5Bb5r9lPEberEbznWeDNxnlIpW+i/egmeaX+w0UIWWcOz2ULkFXylE+RV2GF+cg4aoPXR+998MYb8bMB8Fy3hS7aWHgySTqHyK1O8P5BG6+W9UG0X2xZqcKTCJ4uhxdSdp7T9RDy8hNXSC4rvWwJCULC7lFITKqO6wF9x9Ald4S/Kv3jlNrvNx8Bp+/U5FuBytrPSv7xBGrI2RDh7akLUPtmIJJOnUVUdfw+qg11Hh4dOAeTIX1gQP0LjroD3Ae2gGH5C698fs0cXTTp3wcuWhU7NIo2nTG4vSUKXBJRLN4+D0RC0Xpln6/FF5UgTgjES/8Y0FVECjfFFhja6g0OnKOvnC9Zs6AZfvZOoWvYpCPp6jTYWE3F1aR0+j0Fr1Y1KXwF+BfV9MsLF7gsw7MUiU2Fn8SLE2HK5cOk9SB0t1f5xDV5SupNkP94PILfuMJiaRjqjXBA8p7JSM6Q4Uhy5CEwaAs1E61ShoshysqCUi9PuGxOL/g4z/uxcAG7ihDF0LV3rvBg8MMr1Ft0FtopCxDxPJGekYbU44MRr/YL7H/2g7WDJ0L3/l48gJcvkguuuhPU6tiVWiPoU+WVX1Ol9uTeReTm75Hr/Bfq/RoPh8lTqeOoXPbUnBSI5IbAen0hO5fNcbBwruhmoqyIKpWIY5ETFghhtXjjIuRHP6XrD8lyBglESd50faH0KqnHDmYEasbZEPnj1DkBeswZj04xp3C22NvIhccwU3yz6zSW9naCkYYenEYegG/wOSx0d4ShtgncZp77wDkh6S/x54R2sDPUhWmjodjwpOgNoiLE3V6Dwa62MDe3RZMRW/AsVXKxJYjZ2Q1Oc0/BYzadltDpgp1RJS7CQl9cu2eIjm3VCnqH6M1KNDYZjysFg3pV9JMca4Q+q/7AjK6OMNE1RAP3ZbgWK8Ozyr+N6dYOWPRCeqWgC5292jsFHeyNoaNthiajd+N1jkTvzlDvdxgZ+Q+wpNUA7Ax4hlWtzGHRcjmelrzIkFhcXdoDjlaWsLRtiN6LL0uZiRBzS8LECgb65nDqtRBngkvfbYkRtLE19PofRlIRlrw7mGHbCMu96cWH3mk+3z4GLe3MYWbtjL4rbhZGZ6RsRu6+iNWDm8JCRwe23X/GwzR6cfLZBPfOq/Es4Hf0sjRDvRlX6NJifDh1bIS31x5WaaogN+QsFvZygrm+AaxcB2PNzRjp3f/HeFfGdukFgSTj2faxaGVrBD0Te3Sc/hd86LoqBRtJxdOtI9DS0QH2xqrgCzRhVr8zfnl4BZMt6+HHJ0WLxhHE7e1JndZjxS9rk0oo5w/Vf6gm2mwKlRmpywujv4GeTrA2s4Bd64k46Ctx22gdN9Zh7m+3EF/SjyCJSHt2H0qtJ0FJni6EZzkZugY3keQr406VbwWVRoOgZqxRysmh7ZaVAb6adjn6yi4m6VEQqtpDQYk6zjxjqNqYID+R3vnn36VrxhhCp3078LkKUGg5CapRx5GSLOP3UFI0Rw0K9QZCs67th87Gp8qTvEJ+9TTEnx8Gv0X6eLWgBULvv5HJXJaF4jc7kKTxA0xaOoBHF+Xj6nWk7CQrH5faJM6Gsl7lVmwueWquL5KOdMKbeXrwWuSGkFtPQddlpJsk0uQKr+LoE3Uo73SG547DEIseIOrXAYiPfYboX83hvXY5jQDlIuVPIwRe+APhmxzh9YMh3mxdhrS0Qt4kYCZel4wUSbjMG480YRZSDzsj5Hk80o42gNeCnoiPL3I66LTyoxHwO3YN+c+/pREqawQ/lUTMqHPydg2CVlvh1Wxz+GxbiJQE6XVFsgzDog6IvLsAgass6P468D/qQRcfLA2Mff+3E6gRZ0PkTx0M0hndbBqjZ/twnD4X/f7HTgezkxs8YLrsBgK8foXNlanoMPw86q25jYCHP0L5r8X48817j1vo/RQpffbgOfXqz41MwdpvVuA+negW+W/F4G9vodmfLxAS8gTrjQ/iuzXUWy9oURFC9y/DSYufce/dSXxrVCKikOENr9x6qK9RTpShKvqRdNw+/QYt199FcNhdzFfdj1FzzqDimQoxog+PQbflsRhyxBexMU+waZgTDEveFAlaYPnt39FXqyEW3g1FyP0lcC3xLljh802YddgCG14FI9j7JOb2qANd2tIiv40YOOg4zH5+gLBIT/zR8hEmuC/Gg+Jwg4QNFxa9+8P+wVnclN685L84h6tqvdG3HgfRf4/DgL+MsPZ+MEK9DqDFrSlYcEk6iFE2Hr8egtas0/B5dxYDYn7ByuNx4NabgdP0PEvridS5CYPPps6QrN8mqOcAIx9PBMq6gZL1y8t5hKXu4/GoxR/wjAzDg5/NcWJwf2zwKXLSyuddOdsllYoReWA03DcDM64E0hD5cQyJXIju088imV708x+twsjNylh82wu+/jcx31kP/Xeew9zmbTGivxinjz9HgbtBnZIbF7zQvE9HqMuypSpluU+xvPf3CBx0Am9oP785W4i1E7bDXyRC9NPTOHb6KV1AsIRAOsWWk6ANBX2NwkK6Oq2Cvgpyo0OqEPoWUmcjDTmPxsN/bRsE7FuOlLgPOopMCziWI6Et2oGw85eRl/UGST4CaDrWAVLe0ikYWygULSQnR//XoHrGfeKo8znyos4iTX4irJdGoP6YTsg+PoauqFuZTiik0YPX4JvpIvPsNwj4rROCPOgKyqX9dUnzZydDlHMX0dtaw2/DAITffvR+JWCZ5CQnpSD1SHdEJg2E1U/RaDDze3BuuiP4YXh5ZxSW81rAaPbv0FBuCMM5oXCYtwRKkkgsvf6kv3wDlUF34fDzXRgq7EfI8TNS56U8kUpQH3IPJnVUoDboNRxXn4OublFYlwtBswOw7eIMfqN9cFgbCEtXGhGL2YigP45Dru8DOK71hLn1I4RuXYzMoqir6AlS3lnDcIY/HBdthILPeIQ+iixPAVb+LyVQA86GCP6nzkDcoxfq0Pn4Jr06IOTkWUQX3+Dw0XDCTxjjog1l066gC8LCaexyDKuvCRXrLuhYJwIBwe8vUIIW32F2N0soC9TgNH4auqedxWnPbLz+ez8i+y7CVCdVcDiaaD66HxSvXaIX6MKWFNUdjRWTm8FYQ6lwWkLawOKkeCRr6EK7XDJV0Y8Px+GzMKCeOgSKNhg8YxBUL53CvYqmPsSR8Nh1GTYzf8NYRzXwBAZo3qkxtMvxfWT1S46qNjTSX+DiDX+kyZmjZTNLCOj9vzdl4tduHhZ1NIAcXwtNZy7FoOxD2Hvnw6sl17w3+tvdxbk7mVS8EK/PX4Giex/Yc6Jwcs99uM2dDzcKiKPsgNHDLHHrgnSApdGKhpNWYnxTAyhpNEZXN02EBkaUmwTKoZy1UuOR+JGb2yIb8+7tx6GM/lg0sym0+HIw6LgI8zsGYN+hV9LoRnm8K287KP+T+67T6MsK9LdUBE+lPkYv/w7aJ/fgQooYGf6+iLZvheaSHB5lR7g5Z8P/bRodxGlfHj4I8meO4amkfTPv4OJzV/TpVDpiQIm+XIFmOprQ1KQfXTeseV3xQJd3fx8OyY3B0uE2UKAZHYbdRqNz/GVcj+XBaR51ZO/MgcMHCw9kQZSnDB6NahRudC1bBWWI86qSSi0H5TZbYNxvC2ymH4SBzg2Ebl/2fgCR1fEkZTwrqDnWpRHBRXg7vxmdNpkCbSOqXF4miDztz0X9mKNK9cuhOsmY2ilPdsnyz5Gn3Bm6bVtDIBCAbz0Duta+SPEOkkoXI/dmB3hOUcQL6eflnlNSJ41Ge7JTkPt0D3Ksl8FywgaoJSym0YPHZZw4jk4/GPZbCdNxF2AzqA9E1/sg5GNOQ84lJHhqQKfXWCgq8MClMow6OiL9/olKTDfJgsaHYtNZ0DRUB0fOBpodBoH75hQyKu5usgRVUCZE9pP9yKk7D4b2BuDwtKDccSm08g8hIUB6XeFaQKPDKCjRJaI5Gl2h37IOMjyvftz5qqBWtqv2ESh3SP1ipogCcMrDEz5b3WFjaQm7Uf9D2D0PnHvvbdBwrvSKROeTFeQl/5f4LpeP/KJIdWklBdrQUU9HcqoIkWHhiDk+GS1cXeFKP82+OQGxhVZB8p1k4+roQUeG9URE7+i4vOLjSlch+f6p+nG16eBKw6upMu6EiusRRyMsWhm2dQxLzVHL0kR2Ga/uDBw51B8JazvCxt4di86H0cFYjKiIWOhaWaB4hllgDmuTdERGZXx4seSaoXdfW9w++wA5wrc4f5kH9771wKdPTIRGpuPagjYFTF1dm6Db7/Gw1H8fdilmQ1WTl5eDMI8u5S5bTQqSXlCJsNIXnayoSKQaW8G8YFl7yaYECyt9xIZHyXRo3vOugu2Ufzjlb2GpUzytwDO3hrkoChF0rkLdrRuavjmMfS8Tkep/FAceWKJDS3NXuEMAACAASURBVM2CY/mOQzFY4xyOPc5FzsMLeOTUG11k5OHwnRfjUUIykpPpJ/4efmxQcUJQVkQ4Yv13YXizwr7s2mIm7mqaQZ2UR5Y6GnIZEOUWeXEE4pwMcOWVymsJGeV8yNmPhKaFEbiKZlDt8iM0smhULrKiSAQNsz8Zh9C472Az9ykaLDkKzdipCLzqAyKnDG5u6vu7anrXLcpVBFeuCl50SS2rSx5HBXwVRYgyU6X9lAv5dtfhsi0bDaUf5zF9pH2BA56COuSbLodBfWt6XgNot+8F4nOlbOKsojM0m3aCvBKVbzwMRq1tke55S2Y/LTYrIxL5IjPIaxX1Bw742pbgpUYgv5IOuYyGLC7iKOuCn0+nd8q7flZ0crn7xMhLjgVf1+L99YpnDnnNdOSlFs09ljyZJt2r0Km5nORKT12VWzXbUasIfPWF2EQBp3AmbxZuRqxG44LaM3D6G3tsp1Mp300obxmwyjElGUEIjDeAk7EA+oYG0OqxHnd3dKR3gyU3mvtQgTiuJo0KpIVAMpVsIcMZqeDUj+7KDQpAuKYJjBQrOJSrB0PdTDwLjqc/RuMKHI7CYZ3IHHD4MGo/G/seTEXYxfnoM3ISLL1OwcVIFwlB4TRJ0xWqEhWE4QiJVIaRYemkRC5Me/eF5fbzeBRghquinthUnzaWRDc9BbhNuY5jg0tPDlTkQdG6pGNKSXVJRhJSlbVRFFmvgErBLiVDQzrPH4oIerG0KvBvchAWGkfzKgxkOofveXOhXlnbufow1s+CZ2gSHXzonRqtRRQegnCuAfpS75RLE1tb2/4Pd3/7DtdzjdB+62FMtZMODry6GDLECD1OPUAvPIBdr+VVikiVZ7+iAe3LZi7Y8/AnOFfmF8u1goJuEpJj6dJ+Vro0nJ6AnNhMKLSwKHagyqur3HKOhAS1s8LfRDYyXt6FQpODhbkK2j1g3Nsdr0+fR16b+pDnnkAOfVpCXY8KyQtATooVlPUqY5AMrTTsqkceiUZuQhYEFoaVYMOHvIkdhM98qdPUqNBG6jBLcmc+ulF8HJrjUeGmbAgBNwK5yTT0oFgoV5QUCpFaZ5rnIsHPBxGWCIuSkh5IkZtfvi7ihADkKZtAIHHWeQLasfPea05lfXBmRT5gQV8o2ujUirouhAnh9HzXQoaicOSmKENOXUYuC73tyY0NoYn3JlXPZ6kQHtv5Tyfwkd5f3eqL8O7UacS17gzH4muMMlp1aQxPj3OI+QTvXfj2Jq4GZtEfYRxurlqHW3WG0GkLeTgNHQ7Dk8uw6k5cwd2EKNEHryMquisrtJWjXg91hX54W5WIc7mYRAi5ewneqWKIU55gw2oPOn86FM3p7xyS5DIaRRGWvjZIogrDm+PVhvk4EpANIkqB15lL8Ck9lnN1oK8VjXdBdB6djuAlxWQ8O4zdNyJoEqYCTFwawUJORC+OdIphyAhYX/sFa+4kQChOg+e2lfifYChGtpaM3DSawxEWR424pr3Rz/QW9m+4hKwefdFA0l5Ut34jm+Le6gU4Gya56ImR5u+N4Eqw4uroQzvxHQJpwgoRF2orfPsG4bYOsKnkeCPX8hsMVTiGlds8kSYWIuHOGqy9bIERQ+kcckEblMe7CrZzTalz1hqvNv+EcxH0Ypztj0M//YEY92/RnU6d5D/Zjb3CIdi03wNnjm7FzHZGJZ6Q4cJ84FBYXPmZJq6aw72bbiUGMNmdh8ujP00awpP0WHm3bzA4fzcWbHmBghznvGh4+8ZS+oUJonPW0STdkh2AowX1xm7IuvMHsug0hTj0d8THtIemPU16phGFrNtzEe0VJrtiaSmJpE+VHKP5CNn0R0lzCbKu/YoUpR7QMK6oseQhr0fzGTzPSBMAM5Ad8AJE0xx8uVbQcohB4q3btC/SyM+D35FuNAAalfU0S2sr+Ax5uS9pv6WDI9Uj78Uymq/RBlqOhqVrkPmdV38U1CI3IzY4lXJJRDqNYHHrd6NP6RAI/dYh4uot+tuKR+rJCYh9G1XwuySJpxF9xx8qTu1kOsXFFSl2hbZTPBLO/YVc2m4k+TyirnlCpXl/yFOnhq9jBhJ6A5nZ+RBF0mniG4/f60jzcvjK0ciJL7weFO4QUZ/uErIlbZj1BHEXPMCjSfQq1I/haFpCLv0+0qLptTPjMeLO7EVxIEwS7VFVQF5sINWfWkCvL8W2EZpwrKpD/dd3NNoi2UenalxHQN73F0QHJNBD05B1ayWSeUOhbSuNeJI4ZL6hj63TTFdx9G5EP0yFRtOOFfutMumzwtpM4Os6G6J3OHUqlDoXTQoSBAs3DjTaUefjKZ1KiSk98n4MLQ9mDXRwe2ozWJi6YKpPFxw4Ogv16I+J32A2PP7ugYDZLWFlaYsGXebhyOuEj4fuBA5o2zgQdx5/PBnuY9pJbgPpGwqwpJ01jOsNx1WHzTi1vGVBpIVn5oZ2+uexcPUzab5BkTQuLMcfwqmJImzsYgVDiyaYdCIA6Vml2AgaY9y85ng4xh42TebgerG6NEtdnIrnv/SGE31csF77HVBdthYjaBKshMmJv3vi7UxXmBk1wDdXHLH13Gq0lkTX+XZo01aIvQt/L3xpGNcEvfpo4+iBWHTr20A6oHJhNvYgTo/Pxi+dbGgiWD20nvIHnlYiuY5nPQxzBkTQhEormltzDAlEhOB7z6Dfujlk3f/IZKvkhpVnt8Hl2jdoYGQK15m+6H7IA3MdJd6bZCufd+VtpzaO2Y/TE7Kwuq0lDG3dsVdrKc5v71MQpeA79UTHwJmw0aJRHiMjmNk6o+P43fCSOlxco74YZv0E93R6ort+RbeHMi2UFnKg5doBzs+WYsFV6mUqtcKqc9vgfHMMXMytUMelH1ZcCEQ6ZShJED1+9jliP5iHp23d5A9Y1n+EkJ/oOy0OvoLmmG3QVJHok4is10eRFBBChxEaAr/tDq85JvC/8oY6UsPo/xYIfpYKjl5XqAtOIHilKV7NaYDgt84wm7QMyhX5GrSXKHX/H4yV99InD5zhs6IlwmJ6w5Im8fJojobawCPQSZ0D3wX2CPSiTxSNnoCPzaKQsJXwm2cIr9/30sFvCwJ+NMKbI9ep7p8mrwAwXxnCJyPoEx/m8LuQAZ2Je6GjVclLoVJPmE0ci/xjbni9xA1Rwpn0RXuNqVNJn8gIOYXkl0+QT2i+mZMjcs53hPccfXj9tgZiNw9YNDeqqNGpB6AFjaHnYaSyj773xBDev62CqNUpWLqZF5zHc6B5EboX8G6+EXyPB0Gz6+D30QFeY+h2bY7M/fZ4/fMcpBUEQOgNDb3+RP5mTd8HMhxpxpth3atloQOsMQSG7ZWQ8JsR1e9XkDZz6PtfitSTh2q7uZB73hveizsiJiz3vW1i2recZkEXG+G3sD4C77wDx3g2rMf1RM6R/7d3FeBRHU/8dxeFuLsLEEgCRQrFpXiaAC1eirTQAgXKHykOQQqF4lZoS4sUh0BCcQhOsUCMKHE34nbyn5dcksvl7iIE7dvvywe3b9/szG9tdnbeTnuSl/pKsAssp68BuWiIkjq46VsRscwMAdv2QWGgFyxcdCoesv/+VxAgMzybJBAovPa9sOPXPsKcV0KmSHhypLaw25ZoIf+V6HygL/MChat6DBX+mSxoJAHfBN58Yey+ocJuc26J+oZAWJR8UTi9uaFw/LlikRz5wvNf2wr77opj272RWrZRySSsFAbPmyzMLm1Uqu8gsSJh1h5tYcjV6LfLG89XGLvQWRgf88ED/nZxfg9ql7tP+a8oXJJyqnafidEbfsD+6AGY9qqOG/U11kgy84H+zru8Hdc7/A/eDd79ywDmteLNQ/jDJygx1RFZ5shSkB+PhJLm6GJf7rdRGLwHG2+0x6Q18vxtZPD+PmQLwpB+YAYyMyU/aVCAcvstsO7SrH5SvGl6tgx7r7WTyJVfELIML87frWlhVewEkyme0Kgy+cqlU+eHb09UMRbfCSbqDBlb8PUgwCob0nDl2uHbY4chVKujaVUaDTZPLgLqn/6CMz2aQp6vrFwCb+WhMrrN3YTu309C585NoatJHxQLjdF/72G69CwHh8e0xpwHdhi9+QC+MGjoEUrjCPZ4yuupv+2vQuh/dQGyXLnrW29t9Bg06kOzVnqJVfjWh27jtArA8GffXDa1xuKp7a9VUXUai6ZsrmU/abvTt/KhJB8MFmz67yDAYawv/x1xWUlZBFgEWARYBFgEWATeNALs1v1NI87WxyLAIsAiwCLAIvAfQ4BVNv5jDc6KyyLAIsAiwCLAIvCmEWCVjTeNOFsfiwCLAIsAiwCLwH8MAVbZ+I81OCsuiwCLAIsAiwCLwJtG4D1WNoRIOzIebaZ6ow4XWNYPV2EaTkwZh70xFOvh7kK0thuL4+mN60criD2OOV/vwlPmisjcc5js0Bwzr1Z5kNdkmI/gjT3pAqFd5Zdu1Szwajn8IPz27SwceiH5SeOrkZX1dt6l/2HstnD5sSJkvfwa80vvLEHXYbvLI9HWqV1eIzNSSVfvB9X6kdTybCaLwPuHgDBiCUJ376661fT9E4HlWAKBt6Zs8INXo72KGvrsiq/5zXkdm4mfnYgXyXkNfl9WNTz/ndiW0RtulhQ0qOUorFw7FV2YKJ+NmIS5ofC94IdU5op29Q74eu1ajG8jHkdesjIF2Hy2AGvn9ocZ02oURnzv2K/wZ2wD7niXJM38FqTD//JVPKfrxF9HEmaexNQhG+EvujFevas7DI+tw3lRdPoadRZHwXv5aHR3Noc2XY/crPc07HuW+9pvSBAWpCEmLouueqdUp3apwblEBg9P1rlhxllZgkp/X5j6G/qrKqGJugY0NER/BmNwoqB6P6jWj6STqiWXhxK/2QhbZgX/xe0R5ftU+nhiriy/txjRG6zgt3whCsR0UmH4TARMVYXfDLovl/n7wQ3pZfeqy0sFKLw9EaGeLghe0RphR46juIImKfu5Pm4IXmiOAE8PJIdnyiNU/kwOf2gIPbk1liLvmD0Cj92u1h8Fjz6H34ZtVRFaS0KQeaQP3VRqgKfz2yLq2sOa4d2FKUjfQhFmp4uwm6GFwBO3XmM/56HgghvintWvP8qCQxiyAOFnbjY+vyVpKM7Many6sgRh8187Am/png0+Qr3+geaXXyDTyxuJU76D+VtTeyQxLsH9/T4wH3kFxox+oeUMty8kyzTyb44BOgzzqJVoE/u+GGEvKsZPQejjSBjLC1dfK8U3V0CQHomnYekUBE6UKKDZqK7zsd4nA4NG61WPISJMxslvemFa1HBsP/gQ/WyFCD2zHUefJoPvqiEWi+Q18C+uU9axXeRzQRGIgx8i2rgBFiPl3tgWcR5fG0ooumL9oAFUq7ObshVRR0OgOysUBmq+iN3wBeKNn8KyeWVsYFF5uvpayxWajg+R/URCYgq7LmixC87TJ9Q9uFYyxV65pACT+c+gpRqPjL29EP+4F+w66KL038mICmoP+2VnoJKwDGF7p0Jl0WHRdeuy0JbFH13f3yB6suqpYz4Fv3t5aBCSlX6G/cqhUOEFICeuKbiSexZhNnhF1jD8wR/mdhXX7texjgYVo2vVkx6iWOuVew7VLgQ/MwCFWV0axInclyRxkluYffg+IPB2lnh+GLx8lDBo7mR8muwF78SK3XkxTo22wJd7z2CZuytMtQ3hOm4/nkf5YJGbC0z0zNFllg8qizPdPfcpfpvSE81NDGBBQYY2PXgp0ob5SL2xFiPaO8DKygEdxm7Do7LdFkV9/XUAXOd54dQcOpbQ74dfE8V2YbznuHLbBH16UNAqSvygVWhnPhmXyhb1+vDHlDWFx+o9mNnfBeYGJmjlthxXUqRYIkpvYIadMxY/EW37KZjRs33T0LuFGfT1LNFhwu8ILGL47gutoYeRV3oXS7t+jl/DH2F1VytYd/bEQ/EYc7RburxsEFxsbWDj8BHcl1wUYcZHsi+DiS2Mjazg+tkinI2SjPAmwIvN3WA47DAyK2ApuUmXVrWFZwBNULSDfLxzIjo3t4KlXWsMWUlBwMpEKsdm3O/nsWbEx7DW14fDwJ9wL4cmpOAtcOu7Bo/Cd+MzG0s4zbxElgNFuPZpi9Ar9yh2a/XEe7wVSy+1w6ZTa/G5K0V61TBFu7FrsP4rh3JFQ5iFRzsnoauDKUV8bYE+Mw4iuDKatRwZGZwdPbD72laMcDWG/QxfimORiXsbR6OdpQGM7Lti8uHIqqOdau0iWz6G+4LQk1g6uidc7YxhYNYGo3c+RT4d8J2b3hqTjqfhyuxWsLAdjB2R8jCUAELqT7F+IOV5SSyNlcGusLO0RvNu3+LA83L1ThBzFivm/4pHueIv8VH87CSKW0yHnjFF7NH4FIYddfDy0b2aO0qOJlSdvoBOM4caAbQEhRSUTF2f4p9IYUhGljA3ETyNFlBtSi8pmEHD3hylGSnUvzKQ8+gOmnb7Dk1VKOiXzVQYGF9H5vNaduKy+GsoPf4NxC3ujYRbCynOizWezXFE2LFTogBzMoQSz84+ibTQDjAZQooGEwCmqQs0m9nXDMxHyga/WJfCrtdzKqYxUOA7CaGLTfFsfguyDB1EkWgoC8NnIVDc+pS4Cs/nT0YOrwDZh1sj+nEaco61gv/CwUhLo+CLN/sjcN8vSNnfA0FzDeC/aiQFmqOIwUzinUbUD92QmiGatxhcFjkjgQIxlt4fi5DjV1D6eDwC5tsh6mFNC5Qw6xKS9lDMlDm6eLZkABKDKeY2Q2OJB9JCtuKFpzECj/hSALdM5F8ejec/GuDZ4q6IeRBZB5DZIu8TAvXs4Y0jGj+MFAxhXwywb4fBveJwhsLLVy7BtJid3nQKFsuvIdx/PewvTUfvMefgtPYGwu/9CLWDS/BbUJVWzgt4iJcef+BxbCR8xr3Eui9X4g6tXvyw7Rgx3hcdf3uC6OgH2Gh2AN+sJY2+TAQ+Yv5ajtPWP+F2xGmMpyBllSkvAP7FTmipLWPmrA9/FGHzxpkgdN54C1Gxt7BA4y98Nfcs5J9UCJB0eCIGeKZg5NHnSEl+gC2jXWEifsKi9Ak8b+zGEN2PsOhWDKLvLEV7MRsV7/EWzD5sjU3PohAVcBrzBjnCgFqaH7IZXww/Acuf7iI2wQ97Ot/HFLcluFst5hwX1u7D0OKuN66LFqbSJz64rOmOIU4cJP39NT4/aIp1d6IQ478fn/hOw8ILooWAsDm1/hB0Z59BcIQ3Pk/+GatOpILrNBNn6D0bu29JuYlF8Ja+Zdd9Kzk5wzTYr9w/orIBKEDb9etI7DwUg6TewilAwv4JcNsKzLwUiaSQExiZsAgDZ3gji5SjWmUsvYN162Ix6ngQnq77BGkHJ8FjJxezLkUhMeAgRmi/RL6sEwAZ8jHFFYp5MB6+DdefJyHmwnDELf8RhxJUMWjbbazroY7eGwMR98IH0+xqwbCqJ9b/f8UP4en+AyKHn0QQjYfrc3hYN2Unwmi4lEbfwonjF+CfJa7s8lGUFAVlkwoFQgEqxnYQpIbWjEYskxsB+AXU/vE7ELmhC8J2ULTTkPiayorE+xybcdDj70LsuYsoKQhCZrASdFwcy44Hi9L1oGqkXf4GRTNVNVJHcRITOK4B6VXo8R/gZYQdTGaGwWXxZqgGT0bM/YQ6MSFMfIxCw9bgPpuLF5t6IvwPT2RnSCr2RIo2Fvz8JGSfHICQ9f0QdfogRWmtTVLyJbs/AeHXAMNZkXD1PAHdl4sQfsS75jFNNW6bQmvkbZg7qkNzeCBc1vjAwIC5Zp8C8gWdA7/NPrRYGwmHTtlI3reSNjXyRKXQ8h33w6EfRVxu+yec10XCpr1u9Rd4D5G0fQxe6q1G87XpcJ42B5r6ojL8O0i+GAvdKUFwGvoJeP9OQsQNLoxmRcF16UHoNCVrmbzq2WfvHQJvQdngI8zrLASDPoOjgjI6fNYb0ae9kVTZsxTx0ZQVmNiGIida9Ed/V8B1kidGt9SBul0/9HGMR3hU1TZe6ZNvMGeADdSUNCma6PcYmOONM36FCPybQjAPWYzpZHbncHTQacJQNLlyoWziZRK/2QSsnNoRZtpNIb6OCzLTkKVtAD2ZyNSHPwptPmY2hbzXglITe4yYORwaF7xwW97RhyABp/ZehP2sXzDJRRMKSsbo9Gm7soijdU0cDT1o5z7B+WthyFG2QueONqCLtRFAmIT0nI/FfYyhrKiLj2ctw/DCQ9h3s/okyLVyx7Dmt+BzM5+q5CHw3CU0cfNAC04iTv9xB13mLUAXAoij5owJo23g+89jlM9LhM13qzD5Y2M01W6H/l10EBMZL9MJlEM462anoWLTVC6fABlpmVA3NCyLjlsjET6n/7xK1pGVGGbTBArqLTHB8xvonf4D/7wsrYOMTfDpbE94OOpBXTUdZ/cTrVk/YXRzdSg0sULv/m2hKRNr2fKpuIzAVI9W0CohP6IsHVioh8A/XIqpWlAbhmISl1zDTEdd6Ojo0J8RPvutPGR5DUxEGSV3/sQh5YlYNsaesKMjigET0DftIq6mCKHSfT0CXpzGRPJDqkoU97WkEFxVsbi7KprgluSDiR5et0R+TU6zYe6+HtbTfWDVtQky946gsO1SZBcnqGALTZdmZDlcjNAFHZGmOQ16pozGXAB+iRoUyKpRnjjEnxrx2VA38Fegx7WGdu+v0JTCl3K0+8OosyPy/C6LFDEBiq/3ht808rcQ/T39w6tKISoii0XMn8gs9ID5lKMwNb+DmD+2o0hyBVVwht6w1TAbcRyOkz2hlrgQEcdo4ZeHvzABWXevoknvldDRpwv/VVpC/7NvoOj3B7JrVVSktyrH7hsYO9uAq6CJJl2/h1ahN17GydU2pBMSyxVG7EN6/lCYufWFkiIdcxn3pnFdEfylCTT7eELbSA9cJTpyusfI8xN0jakv0pyl2bJtDQtarRWyBd5pBN68zwY/HF6n/BAc5wb73wkbfh5SMtrAJ2kypphVTC+i2Z6jAlUV5v9iv5VLUSprDCjpQV8rF5nZdE4eG4fkK1Pxya0qVULB+iuagssTV98Q+lIUCiGfBz5XqbKctNbjiPNTD/64erS4FoUiW8oGp7IeQRJik9Tg4GjS4MGm0Gwmjh4SYuHiPrCf54rJG3dg+SBjJManwMDWGpWn8UpWsDPPxYXEvOq7Rq4l3Ic4YLP3XRT1N8W5iwpw2+sERcETxCTk4srC7mi/umJF5pDjahXGldiQQCoqyuCVlMrekXIUwBXyJHbRXOjoaSPvRXqZFapGXCrCJ47wsbbRrzRJK1jZwYrvjXgyCevUJiNXC4YGIqr8clp29kZ1xlqWfIJUX2z4wRPe2VboRKHEC+lwqIiOvmokUjZqw7DyHeVe2BIm6bMhhabohYL4OKRQ+TEdT1X1Xx1XtCuLSCBNg+JAQbkJBEWVZ1AALZICZQoJLq14DWHKM7hGg6FnVP5/RZflMLKzRmpgNIxM7GS8QTvzB18jJvUbOM5zh0LmOST89i0iLzvAsTcpGsp5dLTArMrMaCWFiPjjqjWVQau27MaiR0qVuh7hkyXacXOh0vMqWg7vUoks4yD6zFfEDyltChbfwqxXFzCnKMo9pkLj0nbk5s6GqpYYuBxDqHUYJXrpYxgMHou0baeRxx8MLVmzM42Bkmw1KNNRZWXSs4OywBsluZLaTG34SHmuoAfFJrngN1BxqaAoyKKNhk4PqEhzReFoQbEi6pxIHhVDUSeSwhKb9f4jIKs7vzbJ+OFeOFsyG9fj16BdWe15OPNlC+yko5RvpsgK71Q3doR5LxCZZgxXMyWa6IyhO2gjbu3qI7FDpjNvOeS4OmQVyIkGY21+1YCvktUUvwhHnI45TOVFH+MawsQgH4+i0mhSkxc5tHzZkx7aRhGmvebgz7vTEXt+ATzGfQcbfy+0MTVA+os4WgjbQ4NhjheH6AQ1mJqoSyxFXFi4D4HNznO4H26JyzTxbWlJjcXwZqiKLtOu4vgILQnx5GlQVFQ0v4pH4hHmZSJbTQ861ZQ+Bdh2I5+RzWdwMWM4Ppc06XCNYGZUAL+YTFqGjMvI8uOiEcc1xhB9RRjXWUZ6kasNXa18+CXmEK0q5UWy3Wr9zRytzRoD7zbXcHVuMyjzn+OnM/tQeepMTDLLfdmSLxfDWmuSW6CJMfV5yzb4494KtK7TyFaEiqktShLDqK8xRynkw5EcCQUj2iXXQ9mQxhSHW6HWS3taiLynt6Da4UB5PXqDYObuhsAz51DSeyJUDTKRlUI+A7YGBFo6ilLyofqJtVR1SRr1anlc20aix0NxSjQ4WuZlPMszTjL1c0xcoJrhjyLaGCkzui1H1Mll64pVbHPJaihPMBoDypr0NU8G4yNhXF4yMxolNAa0Gd+PfFrd+SVVSr5QUF3hl0ucyBVHojiXrJNaTBsqEeslEPAqGBeSf4UYcxzZxLiaRlB4+aLMz0WqwlFBhsahYhPycHrJHMe+2hogDzb22dtFQMre/nUyxEeE1xmkdusLl8rJUA1d+7WD3ykfJDdAKeeFXsflyAIIeam4vnoDfB1H0rGFClxHjYHJ6eVYfTO1zIzPzwhGYLy4F6V0OTlaTmjGC0FoQ6221cjyEX3rAgKyBRC8fIBNa05BffgodGI0fZpQuGRFqRzDFe8xVoUxnfBs0wIcDS+EkP8S/mcvIFhyLefqw0g3CREvyOGCRr/4+M97dBi/X4unCVEV5m3awlqZT2ZZOtIZORZ2V37G2pvp4Aly4LdjFY4ojcK4boxlQoEc/MhZTGQ14lq4Y6iFL/7adAEFg4agFdNexNvQcR/j9pqF8CYHMeasNycsAFF1wIqrbwS9jAhEksOKUGSj54UGIc7BGfYSC6PSxzOwpPNNzBi+AudCM1BUmIqAEwvw+dSjSIIFKU/d8GzrCvjE04RaGIZDK/Yg2W08Buoo1SKjRJuTmbzvQEfc3bEeN8kqws8JwpED5IxYlwVBnJQwHykpZCbrOQAAB0JJREFURdDQoaMYQj3h6iH8U3FfCUcdhqSgxYVH0hOSndNwDCW4L/8p1o9UunyJEaW/Y+G2JyjzhS5JQsDzlLKdeJmD6LzdeJgrLhztzl2HQSVkJzJSqT3zriL135fQatuJFjsheCEbEH/Zt2YfFWekmM7eDyxFdhrTCag/h/6ElMiW0G5pIZXd8kwVqBgaIN/vrMjhMg+F4U8g1LGCIlcXWu26oODmHhSUkFUjZjfSkntBp0W5w7YcotIfcV6BnjAV+UEPwKMzDUHS70i6lw3tj/vUzQqmMxR65leRfDOQ8Oej5Ml+5BsPhCZzRpdxFkknf0UBnamU3J+J2JtMHcR+cQgyzh+CoKUH1OTpahwLaHfshoJrK5CdRe1WEoYMnz0odRkPLXK45ejYQDn3DnKSaF7M+xepZ/dV3VdB/VFRQxUlKZFMbyzXgBnkkq8iO5XakL5yyzm3AblGI6FjSkzQmFfRjkBuaCyEJQn0bCWyKvsQOfDSZ+nC9AiUMmOa6VqVspF+ZT8GOopHkXjxThmGwszr5AOTWrOdONbQdHZEvu965OXSHF1IPjz3r8s8fq1JgM15HxB4s8oGPwJeXjGkXHQQM49zoN2TlI+Hp+CTXN9ZXgGWrfRxY3pHWFu0wfTgfth/bDacaIwotpqDU38PQviczrC1cUCrfvNxNDC9dqcjJWf0aBeJm/9W85psYFtyyYLgh6U97WDmNAaXnbfCy7NzmaVFwbILehqdw6I1j2iKFk9c2Ew+BK9v+djczxYm1h3w3clw5BZIYKPUDl/P74R7E1vAvsNcXK1klz71E2Tj8c/ucHVsDqdeu6CxfB3GkhMsg8nJvwcjdFZ7WJq2wpeXXLDdZw26MRZqxebo3oOHfYt2l18axjXHZx56OLY/BQOGtBJ9bsqF5aQDODO5ED9/ag8rOyd0m7YHD2s7n2fktRuNuZ/HY0FrW/KtOY50ITmC3n4Eo26dIOYxUA4E1wJj91/B5nYBWO3eEob6LTBkew7cpg2GCS2ulhP/wpkpBVjTwwYmDm7Yp7sM53Z6lPm1yJWxRisqwPl/f2NXp38xydkCDj0WILh1HzjVySogRoxriuE/TkHhGvpcs1V3fHfZFn07VZivVNBz+jxYHHeno7E++OmxoMEY1mCfwVW8HzXtitU+O9D6+kS0sbKFY5uhWPlPJJi1ocxB9MQlBDJetOLJ8HvYjGiGrJ3NELBuEfg9j8O8OdMh6BPJaC9kPX1A/YnWkdhVCJlvAv/d+2ih2obwH00RdPQqhMou0LLPRdouJ/jPMUfwsXBoTzwCQ2N5q6Uimg48AjM1sv6sbo3glZ0Rm+xOfAwjhZf6aYc9sGl5H9ErrBF04Bl0Ju6o5bNXOfyR2tQQeuUQ0XFS+lZELDNDwLZ9UBjoBQsXHWnNUDOPYwa98QegGTkRz5c6Ify2EUzH0Se8NOMKM24h8/F5FNDartTcDcoRPyBkoQl9reGGDPWlsB8+sJYve7hQ7vwX7LsVIOkXm/L31JbBYbRHuaVIeyRMejVF+i+m8P9lPYTd50Kzsk+rQKPnPCg/dkfAkj5IjhXNPiqFyD3cEf4/foS45P40B9FxD7M6cFtB320U+D4fUT0eyNSZDSObinMRwtZ1NgywGSGLWiLyZoSYbNRpVHrAbPoOqEVORvB8UwRu30DKRH51K0sZcgpo8unfsLT9l9rcAgG/LECRBVmk3+zqVLMN2ZxGRYANMS8FzqLrM9Dz7364tHdQ+XGDlDK1Z9GnkqOMsaXTU1yfYVW33VDtRD+cEnRj6eo+S2F+5AS+MpJtiv1wBGYlea8QYD7PXPo9uFOewMyyvtrn+yQpbU5u9kNg0AS4fjeKnafep6Z7z3j9kEdRg5tCtftMjN7wA/ZHD8C0V3XcqK+xpsFcv18v5l3ejusd/gdvVtF4vxqurtwKwpB+YAYyMyW/SlGAcvstsO7SrK6UROXo5svLo5AQWHGPTtXrHNNvYT18GJTqpbPWQm8Y4zvwFgdv9inE/bULhZLwkWOllscRGFmzU3c9OxBb/C0jwFo2ZDRAaT6Z+9TI41vG89qzRZaNjmTZmMlaNmrgxS9AfmlTqEn9vrVGaTbjNSHweEq9Vug6c9H219oX6vrU/cbplVk2ppNlww/Jq6V9TlFnKBpUsDZ564NdbQy4jPm00rLh95r6Q208yHteGxby3mWfvTsIsMrGu9MWLCcsAiwCLAIsAiwCHyQCrAvOB9msrFAsAiwCLAIsAiwC7w4CrLLx7rQFywmLAIsAiwCLAIvAB4kAq2x8kM3KCsUiwCLAIsAiwCLw7iDAKhvvTluwnLAIsAiwCLAIsAh8kAiwysYH2aysUCwCLAIsAiwCLALvDgKssvHutAXLCYsAiwCLAIsAi8AHiQCrbHyQzcoKxSLAIsAiwCLAIvDuIMAqG+9OW7CcsAiwCLAIsAiwCHyQCLDKxgfZrKxQLAIsAiwCLAIsAu8OAv8HZAO9Ph4IFd4AAAAASUVORK5CYII="
    }
   },
   "cell_type": "markdown",
   "id": "32dd1d44",
   "metadata": {},
   "source": [
    "file:///home/sqt/Pictures/Screenshot%20from%202021-12-03%2011-44-00.png![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f115124",
   "metadata": {},
   "source": [
    "# It is assumed you have save the processed pdb with a name of \"output.pdb\", otherwise please modifiy commands below."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2cc109fd",
   "metadata": {},
   "source": [
    "# Generate protein pdb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7dd3d96a",
   "metadata": {},
   "outputs": [],
   "source": [
    "!ambpdb -p 0.15_80_10_pH6.5_output.top -c 0.15_80_10_pH6.5_output.crd > 0.pdb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3367d14",
   "metadata": {},
   "outputs": [],
   "source": [
    "!awk '$4==\"XEY\"' 7L10.pdb > ligand1.pdb "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38cd9803",
   "metadata": {},
   "source": [
    "# Add hydrogens to you ligand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bdeeef5e",
   "metadata": {},
   "outputs": [],
   "source": [
    "!obabel -ipdb ligand1.pdb -opdb -O ligand2.pdb -h"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b2b10aa2",
   "metadata": {},
   "source": [
    "# Beautify pdb format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "30f01d70",
   "metadata": {},
   "outputs": [],
   "source": [
    "!pdb4amber -i ligand2.pdb -o ligand3.pdb"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "255837f3",
   "metadata": {},
   "source": [
    "# Generate ligand mol2 file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b7ec9c9a",
   "metadata": {},
   "outputs": [],
   "source": [
    "!antechamber -fi pdb -i ligand3.pdb -fo mol2 -o ligand4.mol2 -c bcc -pf y"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb8e40ff",
   "metadata": {},
   "source": [
    "# Make sure you see \"calculation completed\", otherwise something may have been wrong"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c2564b16",
   "metadata": {},
   "outputs": [],
   "source": [
    "!tail  sqm.out"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9e71278",
   "metadata": {},
   "source": [
    "# Generate ligand prepi file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6d0107dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "!antechamber -i ligand4.mol2 -fi mol2 -o ligand5.prepi -fo prepi -pf y"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22bd5bf8",
   "metadata": {},
   "source": [
    "# Generate ligand frcmod file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8805b93b",
   "metadata": {},
   "outputs": [],
   "source": [
    "!parmchk2 -f prepi -i ligand5.prepi -o ligand6.frcmod"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20aa5c15",
   "metadata": {},
   "source": [
    "# Combine protein with ligand again"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "31d546e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "!cat 0.pdb ligand3.pdb > complex.pdb"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c0beb0f9",
   "metadata": {},
   "source": [
    "# (Not working properly for now) Beautify PDB format, but we might just not need this anyway, skip for now."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d8cd3645",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!pdb4amber -i complex.pdb -o complex_clean.pdb\n",
    "# This step is problematic for now, it has been observed it is not necessary or even could bring errors to next step."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0be7464f",
   "metadata": {},
   "source": [
    "# Create and run a file called tleap.in with Ambertools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "04e397f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "com_file = open('tleap.in','w')\n",
    "com_file.write('''\n",
    "source leaprc.protein.ff14SB #Source leaprc file for ff14SB protein force field\n",
    "source leaprc.gaff #Source leaprc file for gaff\n",
    "source leaprc.water.tip3p #Source leaprc file for TIP3P water model\n",
    "loadamberprep ligand5.prepi #Load the prepi file for the ligand\n",
    "loadamberparams ligand6.frcmod #Load the additional frcmod file for ligand\n",
    "mol = loadpdb complex.pdb #Load PDB file for protein-ligand complex\n",
    "solvatebox mol TIP3PBOX 8 #Solvate the complex with a cubic water box\n",
    "addions mol Cl- 0 #Add Cl- ions to neutralize the system\n",
    "saveamberparm mol complex.prmtop complex.inpcrd #Save AMBER topology and coordinate files\n",
    "quit #Quit tleap program\n",
    "''')\n",
    "com_file.close()\n",
    "!tleap -s -f tleap.in > tleap.out"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38a0922f",
   "metadata": {},
   "source": [
    "# Upload prmtop and inpcrd to openmm-setup, and start the simulation! If you have a proper GPU, select CUDA, otherwise select CPU."
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "02255657",
   "metadata": {},
   "source": [
    "file:///home/sqt/Pictures/Screenshot%20from%202021-12-03%2011-00-12.png![image.png](attachment:image.png)"
   ]
  },
  {
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"
    }
   },
   "cell_type": "markdown",
   "id": "0d5e7887",
   "metadata": {},
   "source": [
    "file:///home/sqt/Pictures/Screenshot%20from%202021-12-03%2011-01-00.png![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "6db5d460",
   "metadata": {},
   "source": [
    "file:///home/sqt/Pictures/Screenshot%20from%202021-12-03%2012-02-57.png![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "9b142011",
   "metadata": {},
   "source": [
    "file:///home/sqt/Pictures/Screenshot%20from%202021-12-03%2012-03-57.png![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "8dd40cf9",
   "metadata": {},
   "source": [
    "file:///home/sqt/Pictures/Screenshot%20from%202021-12-03%2012-04-37.png![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "a8815182",
   "metadata": {},
   "source": [
    "file:///home/sqt/Pictures/Screenshot%20from%202021-12-03%2012-05-08.png![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a13daa24",
   "metadata": {},
   "source": [
    "# You could leave all parameters by default and click \"Run Simulation\""
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "0e6745de",
   "metadata": {},
   "source": [
    "file:///home/sqt/Pictures/Screenshot%20from%202021-12-03%2012-05-36.png![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c867c26",
   "metadata": {},
   "source": [
    "# Click \"Start\""
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "53ecc7b7",
   "metadata": {},
   "source": [
    "file:///home/sqt/Pictures/Screenshot%20from%202021-12-03%2012-06-44.png![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4fe6496a",
   "metadata": {},
   "outputs": [],
   "source": [
    "!openmm-setup\n",
    "#Click the square pause button to force quit after finished."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90eef1c1",
   "metadata": {},
   "source": [
    "# If all goes well, you should see something like below (CPU only)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "21473154",
   "metadata": {},
   "outputs": [],
   "source": [
    "Building system...\n",
    "Performing energy minimization...\n",
    "Equilibrating...\n",
    "Simulating...\n",
    "#\"Progress (%)\"\t\"Step\"\t\"Potential Energy (kJ/mole)\"\t\"Temperature (K)\"\t\"Speed (ns/day)\"\n",
    "0.1%\t1000\t-488259.139341292\t298.57624202824957\t0\n",
    "0.2%\t2000\t-492082.04384769656\t300.09275305741824\t16.6\n",
    "0.3%\t3000\t-494725.1462343714\t302.3090730320394\t16.6\n",
    "0.4%\t4000\t-496075.06792005355\t302.3939891905172\t16.4\n",
    "0.5%\t5000\t-498015.23323377833\t300.135566206444\t16.4\n",
    "0.6%\t6000\t-498488.50188332796\t298.5545999644654\t16.3\n",
    "0.7%\t7000\t-499572.9765659773\t300.7757759109986\t16.3\n",
    "0.8%\t8000\t-499030.79245316726\t297.2492234858693\t16.2\n",
    "0.9%\t9000\t-499823.2656625096\t300.60293949805\t16.2\n",
    "1.0%\t10000\t-500134.98822511156\t297.5748675220697\t16.2\n",
    "1.1%\t11000\t-499849.7045947542\t300.5532217535929\t16.2\n",
    "1.2%\t12000\t-500542.2799043103\t299.2530600741315\t16.2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61e7f2e4",
   "metadata": {},
   "source": [
    "# Alternatively, you could save the simulation input files and run it on a cloud or HPC based OpenMM with GPU acceleration, an example script would be :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6322eb4f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# This script was generated by OpenMM-Setup on 2021-12-15.\n",
    "\n",
    "from simtk.openmm import *\n",
    "from simtk.openmm.app import *\n",
    "from simtk.unit import *\n",
    "\n",
    "# Input Files\n",
    "\n",
    "prmtop = AmberPrmtopFile('complex.prmtop')\n",
    "inpcrd = AmberInpcrdFile('complex.inpcrd')\n",
    "\n",
    "# System Configuration\n",
    "\n",
    "nonbondedMethod = PME\n",
    "nonbondedCutoff = 1.0*nanometers\n",
    "ewaldErrorTolerance = 0.0005\n",
    "constraints = HBonds\n",
    "rigidWater = True\n",
    "constraintTolerance = 0.000001\n",
    "hydrogenMass = 1.5*amu\n",
    "\n",
    "# Integration Options\n",
    "\n",
    "dt = 0.004*picoseconds\n",
    "temperature = 300*kelvin\n",
    "friction = 1.0/picosecond\n",
    "pressure = 1.0*atmospheres\n",
    "barostatInterval = 25\n",
    "\n",
    "# Simulation Options\n",
    "\n",
    "steps = 1000000\n",
    "equilibrationSteps = 1000\n",
    "platform = Platform.getPlatformByName('CPU')\n",
    "dcdReporter = DCDReporter('trajectory.dcd', 10000)\n",
    "dataReporter = StateDataReporter('log.txt', 1000, totalSteps=steps,\n",
    "    step=True, speed=True, progress=True, potentialEnergy=True, temperature=True, separator='\\t')\n",
    "checkpointReporter = CheckpointReporter('checkpoint.chk', 10000)\n",
    "\n",
    "# Prepare the Simulation\n",
    "\n",
    "print('Building system...')\n",
    "topology = prmtop.topology\n",
    "positions = inpcrd.positions\n",
    "system = prmtop.createSystem(nonbondedMethod=nonbondedMethod, nonbondedCutoff=nonbondedCutoff,\n",
    "    constraints=constraints, rigidWater=rigidWater, ewaldErrorTolerance=ewaldErrorTolerance, hydrogenMass=hydrogenMass)\n",
    "system.addForce(MonteCarloBarostat(pressure, temperature, barostatInterval))\n",
    "integrator = LangevinMiddleIntegrator(temperature, friction, dt)\n",
    "integrator.setConstraintTolerance(constraintTolerance)\n",
    "simulation = Simulation(topology, system, integrator, platform)\n",
    "simulation.context.setPositions(positions)\n",
    "if inpcrd.boxVectors is not None:\n",
    "    simulation.context.setPeriodicBoxVectors(*inpcrd.boxVectors)\n",
    "\n",
    "# Minimize and Equilibrate\n",
    "\n",
    "print('Performing energy minimization...')\n",
    "simulation.minimizeEnergy()\n",
    "print('Equilibrating...')\n",
    "simulation.context.setVelocitiesToTemperature(temperature)\n",
    "simulation.step(equilibrationSteps)\n",
    "\n",
    "# Simulate\n",
    "\n",
    "print('Simulating...')\n",
    "simulation.reporters.append(dcdReporter)\n",
    "simulation.reporters.append(dataReporter)\n",
    "simulation.reporters.append(checkpointReporter)\n",
    "simulation.currentStep = 0\n",
    "simulation.step(steps)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "398dfaba",
   "metadata": {},
   "source": [
    "If you could access AI Studio, you could consider to fork my project there https://aistudio.baidu.com/aistudio/projectdetail/2694076?contributionType=1 , it provide free Tesla V100 GPU at the time when this tutorial is written."
   ]
  }
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